A Path Relinking-Based Scatter Search for the Resource-Constrained Project Scheduling Problem
نویسندگان
چکیده
Project scheduling has received a growing attention from researchers for the last decades in order to propose models and methods to tackle scheduling problems for real-size projects. In this paper, we consider the resource-constrained project scheduling problem (RCPSP), which consists in scheduling the activities in order to minimize the project duration in presence of precedence and resource constraints. As this problem is NP-hard, we propose a hybrid metaheuristic based on scatter search that involves forward-backward improvement and reversing the project network at each iteration of the scatter search. A bidirectional path relinking method with a new move is used as combination method. An advanced parameter tuning method based on local search is employed. The proposed method is applied on the standard benchmark projects of size 30, 60 and 120 activities from the PSPLIB library and compared with the state-of-the-art heuristics of the literature. The computational results show that the proposed hybrid scatter search produces high-quality solutions in reasonable computational time and is among the best performing metaheuristics.
منابع مشابه
A hybrid GRASP algorithm for minimizing total weighted resource tardiness penalty costs in scheduling of project networks
In this paper, we consider scheduling of project networks under minimization of total weighted resource tardiness penalty costs. In this problem, we assume constrained resources are renewable and limited to very costly machines and tools which are also used in other projects and are not accessible in all periods of time of a project. In other words, there is a dictated ready date as well as a d...
متن کاملAN EXPERIMENTAL INVESTIGATION OF THE SOUNDS OF SILENCE METAHEURISTIC FOR THE MULTI-MODE RESOURCE-CONSTRAINED PROJECT SCHEDULING WITH PRE-OPTIMIZED REPERTOIRE ON THE HARDEST MMLIB+ SET
This paper presents an experimental investigation of the Sounds of Silence (SoS) harmony search metaheuristic for the multi-mode resource-constrained project scheduling problem (MRCPSP) using a pre-optimized starting repertoire. The presented algorithm is based on the time oriented version of the SoS harmony search metaheuristic developed by Csébfalvi et al. [1] for the single-mode resource-con...
متن کاملAn Energy-efficient Mathematical Model for the Resource-constrained Project Scheduling Problem: An Evolutionary Algorithm
In this paper, we propose an energy-efficient mathematical model for the resource-constrained project scheduling problem to optimize makespan and consumption of energy, simultaneously. In the proposed model, resources are speed-scaling machines. The problem is NP-hard in the strong sense. Therefore, a multi-objective fruit fly optimization algorithm (MOFOA) is developed. The MOFOA uses the VIKO...
متن کاملThe preemptive resource-constrained project scheduling problem subject to due dates and preemption penalties: An integer programming approach
Extensive research has been devoted to resource constrained project scheduling problem. However, little attention has been paid to problems where a certain time penalty must be incurred if activity preemption is allowed. In this paper, we consider the project scheduling problem of minimizing the total cost subject to resource constraints, earliness-tardiness penalties and preemption penalties, ...
متن کاملROBUST RESOURCE-CONSTRAINED PROJECT SCHEDULING WITH UNCERTAIN-BUT-BOUNDED ACTIVITY DURATIONS AND CASH FLOWS II. SOUNDS OF SILENCE: A NEW SAMPLING-BASED HYBRID PRIMARY-SECONDARY CRITERIA HARMONY SEARCH METAHEURISTIC
In this paper, we present a new idea for robust project scheduling combined with a cost-oriented uncertainty investigation. The result of the new approach is a makespan minimal robust proactive schedule, which is immune against the uncertainties in the activity durations and which can be evaluated from a cost-oriented point of view on the set of the uncertain-but-bounded duration and cost param...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2014